ArticleFrontiers in immunology2023
Development and validation of a new prognostic immune-inflammatory-nutritional score for predicting outcomes after curative resection for intrahepatic cholangiocarcinoma: A multicenter study.
Article in Frontiers in immunology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 62 papers, 5 of them syntheses that pooled it.
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Who cites it
62 citing papers in PubMed, 5 syntheses or guidelines pooled it, 61 citations in OpenAlex.
- Prognostic roles nutritional index in patients with resectable and advanced biliary tract cancers.World journal of gastroenterology · 2025Pooled it
- Prognostic value of albumin-bilirubin grade in patients with cholangiocarcinoma: a systematic review and meta-analysis.BMC gastroenterology · 2025Pooled it
- Prognostic value of the pretreatment Naples prognostic score in patients with colorectal cancer: a systematic review and meta-analysis.Frontiers in oncology · 2024Pooled it
- The prognostic value of preoperative peripheral blood inflammatory biomarkers in extrahepatic cholangiocarcinoma: a systematic review and meta-analysis.Frontiers in oncology · 2024Pooled it
- Prognostic significance of the Gustave Roussy immune (GRIm) score in cancer patients: a meta-analysis.Annals of medicine · 2023Pooled it
- Treatment-related lymphopenia predicts long-term survival in locally advanced head and neck cancer:Frontiers in immunology · 2026Trial
- Article
- Prognostic Value of C-Reactive Protein-Albumin-Lymphocyte (CALLY) Index for Survival in Nivolumab-Treated Metastatic Renal Cell Carcinoma.Medicina (Kaunas, Lithuania) · 2026Article
- A multicenter study identifies an immune inflammatory and nutritional prognostic signature in intrahepatic cholangiocarcinoma.Discover oncology · 2026Article
- Interpretable stacking model integrating intra-/peritumoral CT-radiomics and serum biomarkers for predicting microvascular invasion in HCC: a dual-center retrospective study.BMC gastroenterology · 2026Article
- The value of gadobenate dimeglumine-enhanced MRI quantification in predicting aggressiveness and prognosis of typical intrahepatic mass-forming cholangiocarcinoma: a multicenter retrospective study.Insights into imaging · 2026Article
- Prognostic Value of Baseline Systemic Immune-Inflammation Index in Advanced Intrahepatic Cholangiocarcinoma Treated with First-Line Gemcitabine-Cisplatin Plus PD-L1 Inhibitor: A Single-Center Retrospective Study.Current oncology (Toronto, Ont.) · 2026Article
- Interpretable AI-driven prediction of early postoperative recurrence in locally advanced rectal cancer using the Systemic Inflammatory-Nutritional Index (SINTI): A multi-center study and clinical web tool.International journal of colorectal disease · 2026Article
- Clinical translation of a DWI-radiomics nomogram integrating serum biomarkers for pretreatment staging of cervical cancer.BMC medical imaging · 2026Article
- Interpretable ensemble learning model using intratumoral and peritumoral multi-sequence MR-radiomics predicts high-grade cervical cancer with lymphovascular space invasion.Frontiers in oncology · 2026Article
- A clinical study of the CALLY index and HALP score for evaluating response to FOLFOX in colorectal cancer with lung metastases.American journal of translational research · 2026Article
- Low prognostic nutritional index score is associated with lymph node metastasis in patients with breast cancer, whereas hemoglobin-albumin-lymphocyte-platelet score is not.Frontiers in oncology · 2026Article
- Construction and Validation of a Predictive Model for Post-TACE Recurrence Risk in Hepatocellular Carcinoma: A Retrospective Cohort Study.Journal of hepatocellular carcinoma · 2026Article
- Serum Lipid-Based Prognostic Model for Advanced Intrahepatic Cholangiocarcinoma Under Chemo-Immunotherapy.Journal of hepatocellular carcinoma · 2026Article
- Nutritional risk status and related influencing factors in patients with tuberculosis complicated with type 2 diabetes mellitus.Frontiers in nutrition · 2026Article
2 more citing papers are in PubMed but not listed here.
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Authors and funding
9 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Background: Immune function, nutrition status, and inflammation influence tumor initiation and progression. This was a retrospective multicenter cohort study that investigated the prognostic value and clinical relevance of immune-, inflammatory-, and nutritional-related biomarkers to develop a novel prognostic immune-inflammatory-nutritional score (PIIN score) for patients with intrahepatic cholangiocarcinoma (ICC). Methods: The clinical data of 571 patients (406 in the training set and 165 in the validation set) were collected from four large hepato-pancreatico-biliary centers of patients with ICC who underwent surgical resection between January 2011 and September 2017. Twelve blood biomarkers were collected to develop the PIIN score using the LASSO Cox regression model. The predictive value was further assessed using validation datasets. Afterward, nomograms combining the PIIN score and other clinicopathological parameters were developed and validated based on the calibration curve, time-dependent AUC curves, and decision curve analysis (DCA). The primary outcomes evaluated were overall survival (OS) and recurrence-free survival (RFS) from the day of primary resection of ICC. Results: Based on the albumin-bilirubin (ALBI) grade, neutrophil- to- lymphocyte ratio (NLR), prognostic nutritional index (PNI), and systemic immune- inflammation index (SII) biomarkers, the PIIN score that classified patients into high-risk and low-risk groups could be calculated. Patients with high-risk scores had shorter OS (training set, p < 0.001; validation set, p = 0.003) and RFS (training set, p < 0.001; validation set, p = 0.002) than patients with low-risk scores. The high PIIN score was also associated with larger tumors (≥5 cm), lymph node metastasis (N1 stage), multiple tumors, and high tumor grade or TNM (tumor (T), nodes (N), and metastases (M)) stage. Furthermore, the high PIIN score was a significant independent prognostic factor of OS and RFS in both the training (p < 0.001) and validation (p = 0.003) cohorts, respectively. A PIIN-nomogram for individualized prognostic prediction was constructed by integrating the PIIN score with the clinicopathological variables that yielded better predictive performance than the TNM stage. Conclusion: The PIIN score, a novel immune-inflammatory-nutritional-related prognostic biomarker, predicts the prognosis in patients with resected ICC and can be a reliable tool for ICC prognosis prediction after surgery. Our study findings provide novel insights into the role of cancer-related immune disorders, inflammation, and malnutrition.
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